{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   id  Sepal.Length  Sepal.Width  Petal.Length  Petal.Width Species  label\n",
      "0   1           5.1          3.5           1.4          0.2  setosa      0\n",
      "1   2           4.9          3.0           1.4          0.2  setosa      0\n",
      "2   3           4.7          3.2           1.3          0.2  setosa      0\n",
      "3   4           4.6          3.1           1.5          0.2  setosa      0\n",
      "4   5           5.0          3.6           1.4          0.2  setosa      0\n"
     ]
    }
   ],
   "source": [
    "# 决策树 示例\n",
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv(\"iris.csv\")\n",
    "\n",
    "print(data.head());"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy: 0.9733\n"
     ]
    }
   ],
   "source": [
    "# 训练模型\n",
    "X=data.iloc[:,[1,2,3,4]].to_numpy();\n",
    "y = data.loc[:,'label']\n",
    "from sklearn.tree import DecisionTreeClassifier, plot_tree\n",
    "\n",
    "decisionReg = DecisionTreeClassifier(criterion='entropy',min_samples_leaf=5)\n",
    "\n",
    "decisionReg.fit(X,y)\n",
    "\n",
    "ypredict= decisionReg.predict(X);\n",
    "\n",
    "# 计算模型匹配程度\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "accuracy = accuracy_score(y,ypredict);\n",
    "\n",
    "print(\"accuracy: %.4f\" % accuracy)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.4444444444444444, 0.9, 'Petal.Width <= 0.8\\nentropy = 1.585\\nsamples = 150\\nvalue = [50, 50, 50]'),\n",
       " Text(0.3333333333333333, 0.7, 'entropy = 0.0\\nsamples = 50\\nvalue = [50, 0, 0]'),\n",
       " Text(0.5555555555555556, 0.7, 'Petal.Width <= 1.75\\nentropy = 1.0\\nsamples = 100\\nvalue = [0, 50, 50]'),\n",
       " Text(0.3333333333333333, 0.5, 'Petal.Length <= 4.95\\nentropy = 0.445\\nsamples = 54\\nvalue = [0, 49, 5]'),\n",
       " Text(0.2222222222222222, 0.3, 'Sepal.Length <= 5.15\\nentropy = 0.146\\nsamples = 48\\nvalue = [0, 47, 1]'),\n",
       " Text(0.1111111111111111, 0.1, 'entropy = 0.722\\nsamples = 5\\nvalue = [0, 4, 1]'),\n",
       " Text(0.3333333333333333, 0.1, 'entropy = 0.0\\nsamples = 43\\nvalue = [0, 43, 0]'),\n",
       " Text(0.4444444444444444, 0.3, 'entropy = 0.918\\nsamples = 6\\nvalue = [0, 2, 4]'),\n",
       " Text(0.7777777777777778, 0.5, 'Petal.Length <= 4.95\\nentropy = 0.151\\nsamples = 46\\nvalue = [0, 1, 45]'),\n",
       " Text(0.6666666666666666, 0.3, 'entropy = 0.65\\nsamples = 6\\nvalue = [0, 1, 5]'),\n",
       " Text(0.8888888888888888, 0.3, 'entropy = 0.0\\nsamples = 40\\nvalue = [0, 0, 40]')]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "from matplotlib import pyplot as plt\n",
    "figure = plt.figure(figsize=(10,10))\n",
    "plot_tree(decisionReg, filled=True, feature_names=[\n",
    "    'Sepal.Length','Sepal.Width',\n",
    "    'Petal.Length','Petal.Width','Species'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
